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利用高光谱监测数据反演浮游植物种群组成是当前海洋光学和水色遥感的研究热点。文章采用大西洋经向断面航次中走航式观测系统测量的海水总颗粒物吸收光谱数据, 尝试建立了两种模型对浮游植物粒级结构(Phytoplankton size class, 简称PSC)进行反演和比较讨论。一类模型是基于总颗粒物吸收光谱高斯分解获得的典型波段高斯带强度与色素浓度之间的关系, 建立了偏最小二乘回归模型(Partial Least Squares regression model, 简称PLS回归模型); 另一类模型是采用长波波段吸收基线高度推算海水总叶绿素a浓度, 进而根据Brewin等(2010) 生物量算法推算PSC的三组分模型(简称三组分模型)。模型比较验证结果显示, 两类模型对海水总叶绿素浓度的反演都有较高的精度, 相对偏差ME在15%左右; 对于三个粒级浮游植物对应的叶绿素浓度(Pico级Cp, Nano级Cn, Micro级Cm)的反演效果也相当, PLS回归模型反演的ME分别为28.4%、31.9%和41%, 三组分模型反演的ME分别为31%、35.9%、37.7%。研究结果初步表明了采用高光谱吸收系数反演浮游植物种群结构的潜在优势, 可为不同海域走航式高光谱观测系统的推广应用提供思路。 相似文献
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浮游植物吸收光谱已逐渐成为高光谱水色遥感的可获取参量。文章采用了多层感知器模型, 由珠江口担杆群岛附近水体的浮游植物吸收光谱进行了色素浓度的反演, 感知器的输入量是浮游植物吸收光谱, 输出量分别对应叶绿素a、叶绿素b、叶绿素c、光保护类胡萝卜素和非光保护类胡萝卜素五大类主要色素的浓度。分析结果表明, 叶绿素a和叶绿素c估算结果的平均相对偏差比较低, 在测试数据集中两者的偏差分别为19.06%和15.90%; 光保护类胡萝卜素和非光保护类胡萝卜素的估算浓度的相对偏差比较高, 对于测试数据而言, 分别为37.62%和36.96%; 叶绿素b浓度在测试数据集中的估算相对偏差约为27.47%。五大类色素在测试数据集和训练数据集的估算偏差比较接近, 已训练好的多层感知器可用于担杆岛水体中色素信息的反演。同时, 此色素反演方法也为遥感监测水体浮游植物种群动态提供了重要的手段。 相似文献
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叶绿素荧光遥感算法为探测近岸海域二类水体叶绿素浓度开辟了新途径．基于大连湾及邻近海域的实测数据,本文研究了海水叶绿素浓度的荧光遥感算法．结果表明：随着海水叶绿素质量浓度的增高,荧光峰出现显著的红移现象,叶绿素质量浓度与荧光峰波长存在着正相关关系．此外,基于MODIS、MERIS及GLI传感器荧光波段建立的荧光基线高度算法较差,不适用于该研究海域．选择680、685、690、695、700、705nm作为荧光峰波长建立的荧光基线高度算法,随着选定波长的增大,该算法拟合的相关性逐渐增高,最大相关系数（R2）可达0．91;而以实测荧光峰波长建立的荧光基线高度算法最佳,乘幂函数拟合优于线性拟合,拟合方程为P（chl）=3．167×10^5 FLH^1.45（R2=0．93）．本研究为新一代海洋水色卫星传感器的开发、建造提供了科学依据,并为已有高光谱传感器在叶绿素荧光遥感反演方面的应用打下了基础． 相似文献
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Data from three cruises conducted in the Zhujiang River (ZR), coastal waters of Guangdong (CWGD) and the northern South China Sea (NSCS) during 2003 and 2004 were examined for assessing the relative importance of pigment composition and packaging effect in modifying the specific absorption coefficients of phytoplankton. The three survey regions differ widely in their phytoplankton community with large cells dominating the ZR and CWGD waters and small cells dominating the NSCS region. Variations in the size structure and the accessory pigments have much effect on the chlorophyll a-specific absorption coefficient of phytoplankton. The size index accounted for about 42% and 33% of the variation of the specific absorption coefficient at 440 and 675 nm, respectively. Using the multiple regression analysis approach, pigment concentrations for each sample were calculated. The accessory pigments other than chlorophyll a contribute to absorption mainly in the blue-to-green region of the spectrum and their absorptions account for about 44%, 43% and 53% on the average of the total phytoplankton absorption at 440 nm for the ZR, CWGD and NSCS regions. Among the accessory pigments, the photosynthetic carotenoids (noted PSC) play a dominant role in the ZR and CWGD waters, while in the NSCS the nonphotosynthetic carotenoids (noted PPC) as well as PSC have important contributions. Because the variations of both the size structure and accessory pigments in algal populations contributed to the variability of the specific absorption coefficient in the study regions, these factors may be considered explicitly in future bio-optical algorithms to derive chlorophyll a concentration more accurately. 相似文献
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以黄河口为研究区,应用现场和HJ-1高光谱遥感数据,开展了植被受石油烃渗漏影响的高光谱检测方法研究。选择了常用于判别植被受石油烃渗漏污染的红边蓝移指数 REP_blue、土壤含氧量相关指数 CTR和叶绿素敏感指数CHL ,通过分析研究区主要植被芦苇和柽柳地物光谱和HJ-1高光谱影像中同位置像元光谱,对3种指数在研究区的有效性进行了评价。基于在图像像元光谱检测中表现较好的指数,提出了一种针对 HJ-1高光谱遥感影像的受石油烃渗漏影响植被检测方法。结果表明,3种指数对于油井旁植被现场光谱的检出效果均好于图像光谱,同时,相比于其它两种指数,CHL指数的检出效果较差;应用发展的受石油烃渗漏污染影响植被检测指数,对覆盖研究区的 HJ-1高光谱遥感影像进行了检测,发现检测结果中71．1％的位置附近存在油井,说明该方法具有一定的检测能力。 相似文献
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《Deep Sea Research Part I: Oceanographic Research Papers》2002,49(4):637-660
Pigment patterns and associated absorption properties of phytoplankton were investigated in the euphotic zone along two meridional transects in the Atlantic Ocean, between the UK and the Falkland Islands, and between South Africa and the UK. Total chlorophyll a (TChla=MVChla+DVChla+chlorophyllide a) concentrations and the biomarker pigments for diatoms (fucoxanthin), nanoflagellates and cyanobacteria (zeaxanthin) appeared to have similar distribution patterns in the spring and in the autumn in the temperate NE Atlantic and the northern oligotrophic gyre. Divinyl chlorophyll a levels (prochlorophytes) were greater in spring at the deep chlorophyll maximum in the oligotrophic gyre, however. Marked seasonal differences were observed in the NW African upwelling region. TChla concentrations were twice as high in the upper mixed layer in the spring, with the community dominated by diatoms and prymnesiophytes (19′-hexanoyloxyfucoxanthin). A layered structure was prevalent in the autumn where cyanobacteria, diatoms and prymnesiophytes were located in the upper water column and diatoms and mixed nanoflagellates at the sub-surface maximum. In the South Atlantic, the Benguela upwelling ecosystem and the Brazil-Falklands Current Confluence Zone (BFCCZ) were the most productive regions with the TChla levels being twice as high in the Benguela. Diatoms dominated the Benguela system, while nanoflagellates were the most ubiquitous group in the BFCCZ. Pigment concentrations were greater along the eastern boundary of the southern oligotrophic gyre and distributed at shallower depths. Deep chlorophyll maxima were a feature of the western boundary oligotrophic waters, and cyanobacteria tended to dominate the upper water column along both transects with a mixed group of nanoflagellates at the chlorophyll maximum.Absorption coefficients were estimated from spectra reconstructed from pigment data. Although absorption was greater in the productive areas, the TChla-specific coefficients were higher in oligotrophic regions. In communities that were dominated by diatoms or nanoflagellates, pigment absorption was generally uniform with depth and attenuating irradiance, with TChla being the major absorbing pigment at 440 nm and photosynthetic carotenoids (PSC) at 490 nm. Absorption by chlorophyll c and photoprotective carotenoids (PPC) was much lower. Populations where cyanobacteria were prevalent were characterized by high PPC absorption, particularly at 490 nm, throughout most of the euphotic zone. The data suggested that the effect of pigments on the variability of phytoplankton absorption was due primarily to the variations in absorption by PPC. 相似文献
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浮游植物的粒级结构是一个重要的生物参数。基于南海北部海区不同水体环境下测量的生物光学数据, 作者深入研究了粒级结构对浮游植物吸收光谱的影响。结果表明, 选择443和510nm波段计算得到的浮游植物光谱斜率S对粒级结构的变化具有较高的敏感性, 其随着小型浮游植物比例的增大呈不断增加的趋势。S与水体叶绿素a浓度、浮游植物吸收系数(aph(443))之间表现出明显的正相关特征。以40%为界对不同粒级浮游植物的优势进行定义, 发现在S与叶绿素a浓度、aph(443)的关系分布中小型(Micro)和微微型(Pico)浮游植物占据优势的水体表现出较为明显的分界, 叶绿素a浓度和aph(443)分别在0.70mg•m-3和0.05m-1附近, 相应的S在0.0004(m•nm)-1左右。基于实测数据建立的遥感反射率蓝绿波段比值与S之间的统计关系, 决定系数高达0.91, 为从水色遥感数据反演浮游植物粒级结构提供了重要手段。 相似文献
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黄东海海区浮游植物色素吸收系数与叶绿素a浓度关系研究 总被引：7，自引：2，他引：7
浮游植物色素吸收与叶绿素a浓度关系研究是水色遥感生物-光学算法开发的重要组成部分,我们利用HD200304航次和HD200309航次的测量数据,开发了色素吸收系数的波段关系模型(αφ(λ)-αφ(675))和色素吸收系数与叶绿素a浓度关系(αφ(λ)-αφ(675))模型,并在模型开发的基础上,利用叶绿素a浓度反演典型波段的色素吸收系数,效果良好。 相似文献
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卫星遥感为大尺度海洋观测提供了一种可行方法。卫星资料应用于海洋初级生产力研究中最重要的是建立由海洋水色遥感资料得出的色素浓度计算初级生产力的合适算法。由于植物生理学方面的问题，建立一个合适的初级生产力算法有一定的困难。了解和确立水体中浮游植物的生理速率参数与分布结构动态是必要的。本文在分析水下光场和藻类光合作用光谱响应基础上，阐述了海洋初级生产力遥感中的生物－地理动力学问题。 相似文献
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Requirements for monitoring the coastal zone environment are first summarized. Then the application of hyperspectral remote sensing to coast environment investigation is introduced, such as the classification of coast beaches and bottom matter, target recognition, mine detection, oil spill identification and ocean color remote sensing. Finally, what is needed to follow on in application of hyperspectral remote sensing to coast environment is recommended. 相似文献
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Study on detection of coastal water environment of China by ocean color remote sensing 总被引：11，自引：1，他引：11
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V. E. Shemshura Z. Z. Finenko Z. P. Burlakova L. V. Eremeeva 《Physical Oceanography》1995,6(6):421-434
The method of bio-optical modelling of seawater is discussed in application to the passive remote sensing of an ocean within the optical wavelength range. The model implies the presence of two hydrobiological characteristics in the algorithm for the spectral composition of upward radiation, namely the phytoplankton pigment concentration and the total particulate organic matter. The method has been thoroughly tested. The data provided byin situ measurements in the areas accommodating waters of different types (from Case 1 and Case 2) and the modelling results, with the errors being considered, are in good agreement.Translated by Vladimir A. Puchkin. 相似文献
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基于遥感手段准确估算浮游植物吸收系数aph(l), 可为长时间、大尺度范围识别浮游植物功能种群提供有力的数据和方法支撑。利用2003至2012年获取自南海、琼东、广东近岸和珠江口各典型海区的实测aph(l)数据, 对比分析表层光谱特征, 初步判断浮游植物种群结构差异; 基于MODIS-Aqua二级遥感反射率产品, 分别采用经验算法PL和半分析算法QAA对aph(l)遥感产品进行精度评估。结果表明, 以南海、琼东为代表的清洁海域和以广东沿岸、珠江口为代表的浑浊海域表层aph(l)光谱差异明显; aph(l)在清洁海域量值较小但在颗粒物吸收中居于主导, 而在浑浊海域并不占优; 浮游植物单位吸收系数aph*(l)存在明显的空间差异, 色素打包效应以及色素组成是造成差异的可能原因。经验算法PL较之于半分析算法QAA反演得到的aph(l)(l=412, 443, 490)遥感产品精度更高, 平均相对误差APD小于22%; 采用区域优化算法NOCI获得的Chl-a产品作为输入参数, 算法PL所得的aph(l)遥感产品APD不超过14%。结果表明, 基于水色遥感产品进行aph(l)遥感产品精度评估和探讨不同海区浮游植物功能种群具有较强应用前景。 相似文献
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A spectral response approach for detecting dominant phytoplankton size class from satellite remote sensing 总被引：1，自引：0，他引：1
Robert J W Brewin Samantha J Lavender Nick J Hardman-Mountfor Takafumi Hirata 《海洋学报(英文版)》2010,29(2):14-32
An important goal in ocean colour remote sensing is to accurately detect different phytoplank- ton groups with the potential uses including the validation of multi-phytoplankton carbon cycle models; synoptically monitoring the health of our oceans, and improving our understanding of the bio-geochemical interactions between phytoplankton and their environment. In this paper a new algorithm is developed for detecting three dominant phytoplankton size classes based on distinct differences in their optical signatures. The technique is validated against an independent cou- pled satellite reflectance and in situ pigment dataset and run on the 10-year NASA Sea viewing Wide Field of view Sensor (SeaWiFS) data series. Results indicate that on average 3.6% of the global oceanic surface layer is dominated by microplankton, 18.0% by nanoplankton and 78.4% by picoplankton. Results, however, are seen to vary depending on season and ocean basin. 相似文献
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东海原甲藻(Prorocentrum donghaiense Lu)是我国东海海域的典型赤潮藻种,其在水体中通常呈垂直非均匀分布,并存在季节性和日内的垂直迁移现象。本文通过量化垂直迁移过程中东海原甲藻的分布状态,利用Hydrolight软件数值模拟各状态下的水体反射光谱,研究其光谱特征和变化规律。利用叶绿素浓度高斯垂向模型表征东海原甲藻在水体中的垂直分布,结合东海近岸海域二类水体的生物光学模型,模拟得到垂直迁移过程中东海原甲藻赤潮水体的反射光谱。对比分析叶绿素浓度垂向分布参数(背景叶绿素浓度、甲藻主体水层厚度、水体总生物量和叶绿素浓度峰值深度)对水体反射光谱的影响。研究结果表明,在东海原甲藻从次表层向表层垂直向上迁移过程中,水体反射光谱数值在蓝绿波段(400—570nm)减小,在黄红波段(570—720nm)增大,特别是在叶绿素荧光效应波段(680nm)处的变化尤为明显。 相似文献
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本文使用2003年1月—2019年12月MODIS遥感数据,结合海表温度、风速分析南海中西部叶绿素质量浓度分布特征和影响因素。结果显示南海中西部叶绿素质量浓度分布存在时空变化。EOF分解表明,EOF1可能反映台风等极端天气对叶绿素的影响;而EOF2 和EOF3均反映了夏季沿岸上升流对叶绿素分布的影响。相关分析表明南海中西部叶绿素质量浓度与海面风场呈正相关(r=0.87,p<0.01),与海表温度呈负相关(r=-0.59,p<0.05)。夏季在西南季风影响下越南东南沿海形成上升流,导致该区浮游植物旺发、叶绿素质量浓度升高;冬季受强东北季风影响,研究区海洋上层混合作用强烈,营养盐供应增加,促进了浮游植物生长,叶绿素质量浓度高于其他季节。 相似文献
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The Changjiang (Yangtze) Estuary is located in the East China Sea shelf with shallow water. Affected by the tide mixing and the runoff of the Changjiang River and the Qiantang River, the turbidity is very high. Generally, the water-leaving radiance is high in the turbid water because of the large particle scattering. Based on the in-situ data and ocean color remote sensing data of SeaWiFS, it was found that there was a black water region with the normalized water-leaving radiances less than 0.5 mW/(cm2·μm2·... 相似文献
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冬季吕宋岛西北海域频繁出现藻华现象,本文使用吕宋岛西北部海域1999年11月至2015年2月共16 a冬季多卫星融合水色遥感资料,利用经验正交函数(EOF)分解方法对长时间序列的Chl-a质量浓度的时空变化进行分析讨论,并结合海表温度(SST)、风速(WS)、海面高度异常(SLA)等数据以及上述数据计算获得的相关物理环境参数,分析其与海表Chl-a质量浓度之间的关系,探讨吕宋岛西北海域海表Chl-a质量浓度的时空分布规律以及Chl-a质量浓度与周边环境的响应关系。研究结果表明通常冬季吕宋岛西北海域海表均会出现大约以(19°N,119°E)为中心的高Chl-a质量浓度现象,平行海岸的风应力以及风应力涡旋引起冬季上升流,增加了营养盐的输入,很可能是该区域藻华形成的主要机制。同时背景流场的平流效应很可能诱发上升流区域与叶绿素藻华区中心不一致,可能引起了藻华中心的北移。 相似文献